{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bayesian test 1H0707-495(08-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.fftpack import fft,ifft\n",
    "import pandas as pd\n",
    "from scipy.optimize import minimize\n",
    "from scipy.optimize import basinhopping\n",
    "from iminuit import Minuit\n",
    "\n",
    "import emcee\n",
    "from pprint import pprint\n",
    "import time\n",
    "from multiprocessing import Pool\n",
    "\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 似然函数 p; D = -2 ln p\n",
    "\n",
    "def twi_minus_loglikelihood(log_A,log_f_b,alpha_H,poisson):\n",
    "    alpha_L = 1.0\n",
    "    \n",
    "    perdata081 = pd.read_csv(\"perlist081.csv\")\n",
    "    f = perdata081['f']\n",
    "    per = perdata081['per']\n",
    "            \n",
    "    model = []\n",
    "    f_length = len(f)\n",
    "    for i in range(f_length):\n",
    "        model.append(((f[i]**(-alpha_L))/(1+(f[i]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "     \n",
    "    \n",
    "    length = len(perdata081)\n",
    "    minus_log_p = 0\n",
    "    for i in range(length):\n",
    "        minus_log_p += (per[i]/model[i]+math.log(model[i]))\n",
    "    \n",
    "    \n",
    "    D = 2*minus_log_p\n",
    "    # print (D)\n",
    "    return D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td title=\"Minimum value of function\">FCN = 4021.8938655526154</td>\n",
       "        <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 324</td>\n",
       "        <td title=\"Number of call in last migrad\">NCALLS = 324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td title=\"Estimated distance to minimum\">EDM = 2.3247849658502314e-05</td>\n",
       "        <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 1e-05</td>\n",
       "        <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "        UP = 1.0</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<table>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "        <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "        <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "        <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "        <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "        <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "        <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td><a href=\"#\" onclick=\"$('#nwTCqCTfaN').toggle()\">+</a></td>\n",
       "        <td title=\"Variable name\">Name</td>\n",
       "        <td title=\"Value of parameter\">Value</td>\n",
       "        <td title=\"Hesse error\">Hesse Error</td>\n",
       "        <td title=\"Minos lower error\">Minos Error-</td>\n",
       "        <td title=\"Minos upper error\">Minos Error+</td>\n",
       "        <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "        <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "        <td title=\"Is the parameter fixed in the fit\">Fixed?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>0</td>\n",
       "        <td>log_A</td>\n",
       "        <td>-1.33648</td>\n",
       "        <td>0.156749</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-3</td>\n",
       "        <td>-1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>log_f_b</td>\n",
       "        <td>-3.68443</td>\n",
       "        <td>0.230557</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-5</td>\n",
       "        <td>-2</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>alpha_H</td>\n",
       "        <td>2.29747</td>\n",
       "        <td>0.20652</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>2</td>\n",
       "        <td>5</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>poisson</td>\n",
       "        <td>1.29094</td>\n",
       "        <td>0.0671223</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>0</td>\n",
       "        <td>2</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<pre id=\"nwTCqCTfaN\" style=\"display:none;\">\n",
       "<textarea rows=\"14\" cols=\"50\" onclick=\"this.select()\" readonly>\n",
       "\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Hesse Error & Minos Error- & Minos Error+ & Limit- & Limit+ & Fixed?\\\\\n",
       "\\hline\n",
       "0 & $log_{A}$ & -1.33648 & 0.156749 &  &  & -3.0 & -1 & No\\\\\n",
       "\\hline\n",
       "1 & log $f_{b}$ & -3.68443 & 0.230557 &  &  & -5.0 & -2 & No\\\\\n",
       "\\hline\n",
       "2 & $\\alpha_{H}$ & 2.29747 & 0.20652 &  &  & 2.0 & 5 & No\\\\\n",
       "\\hline\n",
       "3 & poisson & 1.29094 & 0.0671223 &  &  & 0.0 & 2 & No\\\\\n",
       "\\hline\n",
       "\\end{tabular}\n",
       "</textarea>\n",
       "</pre>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4021.8938655526154\n"
     ]
    }
   ],
   "source": [
    "m=Minuit(twi_minus_loglikelihood,log_A=math.log(0.005,10),log_f_b=math.log(1.7E-4,10),alpha_H=3.8,poisson=0.8,\n",
    "         error_log_A=0.1,error_log_f_b=0.1,error_alpha_H=0.01,error_poisson=0.01,\n",
    "         limit_log_A=(-3,-1), limit_log_f_b=(-5,-2),limit_alpha_H=(2.0,5.0),limit_poisson=(0,2),\n",
    "         errordef=1)\n",
    "\n",
    "m.migrad()\n",
    "\n",
    "pprint(m.fval)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "perdata081 = pd.read_csv(\"perlist081.csv\")\n",
    "f = perdata081['f']\n",
    "per = perdata081['per']\n",
    "\n",
    "alpha_L = 1.0\n",
    "log_A,log_f_b,alpha_H,poisson = m.values[0],m.values[1],m.values[2],m.values[3]\n",
    "\n",
    "model = []\n",
    "R_obs = []\n",
    "T_SSE_obs = 0\n",
    "f_length = len(f)\n",
    "for i in range(f_length):\n",
    "    model.append(((f[i]**(-alpha_L))/(1+(f[i]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "    R_obs.append(2*per[i]/model[i])\n",
    "    T_SSE_obs += (((per[i]-model[i])/model[i])**2)\n",
    "    \n",
    "plt.figure(figsize=(10,8))\n",
    "plt.loglog()\n",
    "plt.step(f, per, color=\"b\", alpha=0.5, linewidth=1)\n",
    "plt.plot(f, model, color=\"r\", linewidth=1)\n",
    "plt.xlabel(\"frequency\",fontsize=15)\n",
    "plt.ylabel(\"power\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T_R = 20.845425494017512\n",
      "T_SSE = 1166.5850319717238\n"
     ]
    }
   ],
   "source": [
    "# 两个统计量\n",
    "T_R_obs = max(R_obs)\n",
    "print (\"T_R =\", T_R_obs)\n",
    "print (\"T_SSE =\", T_SSE_obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 5000条光变曲线\n",
    "\n",
    "df = 0.01/f_length\n",
    "N = 2*f_length\n",
    "\n",
    "\n",
    "counts_list=[None for i in range(5000)]\n",
    "for a in range(5000): \n",
    "    omega = []\n",
    "    POW = []\n",
    "    DFT = []\n",
    "    fr = []\n",
    "    fi = []\n",
    "    f1 = []\n",
    "    for j in range(1,N+1):\n",
    "        omega.append(j*df)\n",
    "        POW.append(((omega[-1]**(-alpha_L))/(1+(omega[-1]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "        DFT.append(complex(np.sqrt(POW[-1]*0.5),np.sqrt(POW[-1]*0.5)))\n",
    "        s1=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        s2=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        fr.append((DFT[-1].real)*s1)\n",
    "        fi.append((DFT[-1].imag)*s2)\n",
    "        f1.append(complex(fr[-1],fi[-1]))\n",
    "    counts = ifft(f1)\n",
    "    counts_list[a] = counts\n",
    "    \n",
    "    \n",
    "#周期图\n",
    "per_list=[None for i in range(5000)]\n",
    "TR_list=[]\n",
    "TSSE_list=[]\n",
    "n_TR = 0\n",
    "n_TSSE = 0\n",
    "\n",
    "for a in range(5000):\n",
    "    dft = fft(counts_list[a])\n",
    "    dft1 = dft[0:f_length]\n",
    "    per_simu = (abs(dft1)**2)\n",
    "    per_list[a] = per_simu\n",
    "    R_simu = []\n",
    "    T_SSE_simu = 0\n",
    "    for i in range(f_length):\n",
    "        R_simu.append(2*per_simu[i]/model[i])\n",
    "        T_SSE_simu += (((per_simu[i]-model[i])/model[i])**2)\n",
    "    TR_list.append(max(R_simu))\n",
    "    TSSE_list.append(T_SSE_simu)\n",
    "    if TR_list[-1]>T_R_obs:\n",
    "        n_TR += 1\n",
    "    if TSSE_list[-1]>T_SSE_obs:\n",
    "        n_TSSE += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TR/5000\n",
    "p_TR = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TR_list, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_R_obs, color=\"r\", linewidth=2)\n",
    "plt.text(0.9, 0.9,'p=%s'%p_TR, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_R\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TSSE/5000\n",
    "p_TSSE = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TSSE_list, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_SSE_obs, color=\"r\", linewidth=2)\n",
    "plt.text(0.9, 0.9,'p=%s'%p_TSSE, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_{SSE}\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 均匀先验\n",
    "\n",
    "def lnprior(theta):\n",
    "    log_A,log_f_b,alpha_H,poisson = theta\n",
    "    alpha_L = 1.0\n",
    "    if -3 < log_A < -1 and -5 < log_f_b < -2 and 2.0 < alpha_H < 5.0 and 0.0 < poisson < 2.0:\n",
    "        return 0.0\n",
    "    return -np.inf\n",
    "\n",
    "# 后验概率？\n",
    "\n",
    "def lnprob(theta):\n",
    "    log_A,log_f_b,alpha_H,poisson = theta\n",
    "    lp = lnprior(theta)\n",
    "    if not np.isfinite(lp):\n",
    "        return -np.inf\n",
    "    return (lp - 0.5* twi_minus_loglikelihood(log_A,log_f_b,alpha_H,poisson))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[##############################]\n",
      "Serial took 1613.3 seconds\n"
     ]
    }
   ],
   "source": [
    "# emcee\n",
    "\n",
    "ndim, nwalkers = 4, 100\n",
    "pos = [[m.values[0],m.values[1],m.values[2],m.values[3]] + 1e-4*np.random.randn(ndim) for i in range(nwalkers)]\n",
    "sampler = emcee.EnsembleSampler(nwalkers, ndim, lnprob)\n",
    "\n",
    "\n",
    "# 显示进度并记录时间\n",
    "import sys\n",
    "\n",
    "nsteps = 500\n",
    "width = 30\n",
    "start = time.time()\n",
    "for i, result in enumerate(sampler.sample(pos, iterations=nsteps)):\n",
    "    z = int((width+1) * float(i) / nsteps)\n",
    "    sys.stdout.write(\"\\r[{0}{1}]\".format('#' * z, ' ' * (width - z)))\n",
    "sys.stdout.write(\"\\n\")\n",
    "end = time.time()\n",
    "multi_time = end - start\n",
    "print(\"Serial took {0:.1f} seconds\".format(multi_time))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(4, figsize=(10, 7), sharex=True)\n",
    "samples = sampler.chain\n",
    "labels = [\"log_A\", \"log_f_b\", \"alpha_H\",\"poisson\"]\n",
    "for i in range(ndim):\n",
    "    ax = axes[i]\n",
    "    ax.plot(np.transpose(samples[:,:,i]), \"k\", alpha=0.3)\n",
    "    ax.set_xlim(0, len(samples[1]))\n",
    "    ax.set_ylabel(labels[i])\n",
    "    ax.yaxis.set_label_coords(-0.1, 0.5)\n",
    "\n",
    "axes[-1].set_xlabel(\"step number\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{log A} = -1.33169_{-0.13982} ^{+0.15775}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{log f_b} = -3.68101_{-0.22548} ^{+0.19523}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{alpha_H} = 2.31339_{-0.16894} ^{+0.21973}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{poisson} = 1.29646_{-0.06296} ^{+0.06158}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "samples = sampler.chain[:, 100:, :].reshape((-1, ndim))\n",
    "\n",
    "labels = [\"log A\", \"log f_b\", \"alpha_H\",\"poisson\"]\n",
    "\n",
    "from IPython.display import display, Math\n",
    "\n",
    "for i in range(ndim):\n",
    "    mcmc = np.percentile(samples[:, i], [16, 50, 84])\n",
    "    q = np.diff(mcmc)\n",
    "    txt = \"\\mathrm{{{3}}} = {0:.5f}_{{-{1:.5f}}} ^{{+{2:.5f}}}\"\n",
    "    txt = txt.format(mcmc[1], q[0], q[1], labels[i])\n",
    "    display(Math(txt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 698.4x698.4 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import corner\n",
    "fig = corner.corner(samples, labels=[\"$log A$\", \"$log f_b$\", \"$alpha_H$\", \"$poisson$\"],\n",
    "                      truths=[m.values[0], m.values[1], m.values[2], m.values[3]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#\n",
    "\n",
    "#\n",
    "\n",
    "#\n",
    "\n",
    "#\n",
    "\n",
    "#"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def twi_minus_loglikelihood_nobreak(log_A,alpha,poisson):\n",
    "    alpha_L = 1.0\n",
    "    \n",
    "    perdata081 = pd.read_csv(\"perlist081.csv\")\n",
    "    f = perdata081['f']\n",
    "    per = perdata081['per']\n",
    "            \n",
    "    model = []\n",
    "    f_length = len(f)\n",
    "    for i in range(f_length):\n",
    "        model.append((f[i]**(-alpha))*(10**log_A)+poisson)\n",
    "     \n",
    "    \n",
    "    length = len(perdata081)\n",
    "    minus_log_p = 0\n",
    "    for i in range(length):\n",
    "        minus_log_p += (per[i]/model[i]+math.log(model[i]))\n",
    "    \n",
    "    \n",
    "    D = 2*minus_log_p\n",
    "    # print (D)\n",
    "    return D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td title=\"Minimum value of function\">FCN = 4031.0709697869693</td>\n",
       "        <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 129</td>\n",
       "        <td title=\"Number of call in last migrad\">NCALLS = 129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td title=\"Estimated distance to minimum\">EDM = 8.798035706362083e-09</td>\n",
       "        <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 1e-05</td>\n",
       "        <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "        UP = 1.0</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<table>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "        <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "        <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "        <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "        <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "        <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "        <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td><a href=\"#\" onclick=\"$('#RPfflAegqB').toggle()\">+</a></td>\n",
       "        <td title=\"Variable name\">Name</td>\n",
       "        <td title=\"Value of parameter\">Value</td>\n",
       "        <td title=\"Hesse error\">Hesse Error</td>\n",
       "        <td title=\"Minos lower error\">Minos Error-</td>\n",
       "        <td title=\"Minos upper error\">Minos Error+</td>\n",
       "        <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "        <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "        <td title=\"Is the parameter fixed in the fit\">Fixed?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>0</td>\n",
       "        <td>log_A</td>\n",
       "        <td>-4.84776</td>\n",
       "        <td>0.262636</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-10</td>\n",
       "        <td>-1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>alpha</td>\n",
       "        <td>1.85513</td>\n",
       "        <td>0.0817784</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>1</td>\n",
       "        <td>5</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>poisson</td>\n",
       "        <td>1.19052</td>\n",
       "        <td>0.0644623</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>0</td>\n",
       "        <td>2</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<pre id=\"RPfflAegqB\" style=\"display:none;\">\n",
       "<textarea rows=\"12\" cols=\"50\" onclick=\"this.select()\" readonly>\n",
       "\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Hesse Error & Minos Error- & Minos Error+ & Limit- & Limit+ & Fixed?\\\\\n",
       "\\hline\n",
       "0 & $log_{A}$ & -4.84776 & 0.262636 &  &  & -10.0 & -1 & No\\\\\n",
       "\\hline\n",
       "1 & $\\alpha$ & 1.85513 & 0.0817784 &  &  & 1.0 & 5 & No\\\\\n",
       "\\hline\n",
       "2 & poisson & 1.19052 & 0.0644623 &  &  & 0.0 & 2 & No\\\\\n",
       "\\hline\n",
       "\\end{tabular}\n",
       "</textarea>\n",
       "</pre>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4031.0709697869693\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td><a href=\"#\" onclick=\"$('#lfnmYpbCHo').toggle()\">+</a></td>\n",
       "        <td title=\"Variable name\">Name</td>\n",
       "        <td title=\"Value of parameter\">Value</td>\n",
       "        <td title=\"Hesse error\">Hesse Error</td>\n",
       "        <td title=\"Minos lower error\">Minos Error-</td>\n",
       "        <td title=\"Minos upper error\">Minos Error+</td>\n",
       "        <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "        <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "        <td title=\"Is the parameter fixed in the fit\">Fixed?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>0</td>\n",
       "        <td>log_A</td>\n",
       "        <td>-4.84776</td>\n",
       "        <td>0.262636</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-10</td>\n",
       "        <td>-1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>alpha</td>\n",
       "        <td>1.85513</td>\n",
       "        <td>0.0817784</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>1</td>\n",
       "        <td>5</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>poisson</td>\n",
       "        <td>1.19052</td>\n",
       "        <td>0.0644623</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>0</td>\n",
       "        <td>2</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<pre id=\"lfnmYpbCHo\" style=\"display:none;\">\n",
       "<textarea rows=\"12\" cols=\"50\" onclick=\"this.select()\" readonly>\n",
       "\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Hesse Error & Minos Error- & Minos Error+ & Limit- & Limit+ & Fixed?\\\\\n",
       "\\hline\n",
       "0 & $log_{A}$ & -4.84776 & 0.262636 &  &  & -10.0 & -1 & No\\\\\n",
       "\\hline\n",
       "1 & $\\alpha$ & 1.85513 & 0.0817784 &  &  & 1.0 & 5 & No\\\\\n",
       "\\hline\n",
       "2 & poisson & 1.19052 & 0.0644623 &  &  & 0.0 & 2 & No\\\\\n",
       "\\hline\n",
       "\\end{tabular}\n",
       "</textarea>\n",
       "</pre>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n=Minuit(twi_minus_loglikelihood_nobreak,log_A=-9,alpha=2.0,poisson=1.0,\n",
    "         error_log_A=0.1,error_alpha=0.01,error_poisson=0.01,\n",
    "         limit_log_A=(-10,-1),limit_alpha=(1.0,5.0),limit_poisson=(0,2),\n",
    "         errordef=1)\n",
    "\n",
    "n.migrad()\n",
    "\n",
    "print(n.fval)\n",
    "n.print_param()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "log_A,alpha,poisson = n.values[0],n.values[1],n.values[2]\n",
    "        \n",
    "model2 = []\n",
    "R_obs_2 = []\n",
    "T_SSE_obs_2 = 0\n",
    "f_length = len(f)\n",
    "for i in range(f_length):\n",
    "    model2.append((f[i]**(-alpha))*(10**log_A)+poisson)\n",
    "    R_obs_2.append(2*per[i]/model2[i])\n",
    "    T_SSE_obs_2 += (((per[i]-model2[i])/model2[i])**2)\n",
    "    \n",
    "plt.figure(figsize=(10,8))\n",
    "plt.loglog()\n",
    "plt.step(f, per, color=\"b\", alpha=0.5, linewidth=1)\n",
    "plt.plot(f, model2, color=\"r\", linewidth=1)\n",
    "plt.xlabel(\"frequency\",fontsize=13)\n",
    "plt.ylabel(\"power\",fontsize=13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T_R = 19.8735939263363\n",
      "T_SSE = 1173.717576541549\n"
     ]
    }
   ],
   "source": [
    "# 两个统计量\n",
    "T_R_obs_2 = max(R_obs_2)\n",
    "print (\"T_R =\", T_R_obs_2)\n",
    "print (\"T_SSE =\", T_SSE_obs_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 模拟\n",
    "    \n",
    "# 5000条光变曲线\n",
    "\n",
    "df = 0.01/f_length\n",
    "N = 2*f_length\n",
    "\n",
    "\n",
    "counts_list_2=[None for i in range(5000)]\n",
    "for a in range(5000): \n",
    "    omega = []\n",
    "    POW = []\n",
    "    DFT = []\n",
    "    fr = []\n",
    "    fi = []\n",
    "    f1 = []\n",
    "    for j in range(1,N+1):\n",
    "        omega.append(j*df)\n",
    "        POW.append(((omega[-1]**(-alpha_L))/(1+(omega[-1]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "        DFT.append(complex(np.sqrt(POW[-1]*0.5),np.sqrt(POW[-1]*0.5)))\n",
    "        s1=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        s2=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        fr.append((DFT[-1].real)*s1)\n",
    "        fi.append((DFT[-1].imag)*s2)\n",
    "        f1.append(complex(fr[-1],fi[-1]))\n",
    "    counts = ifft(f1)\n",
    "    counts_list_2[a] = counts\n",
    "    \n",
    "    \n",
    "#周期图\n",
    "per_list_2=[None for i in range(5000)]\n",
    "TR_list_2=[]\n",
    "TSSE_list_2=[]\n",
    "n_TR_2 = 0\n",
    "n_TSSE_2 = 0\n",
    "\n",
    "for a in range(5000):\n",
    "    dft = fft(counts_list_2[a])\n",
    "    dft1 = dft[0:f_length]\n",
    "    per_simu = (abs(dft1)**2)\n",
    "    per_list_2[a] = per_simu\n",
    "    R_simu = []\n",
    "    T_SSE_simu = 0\n",
    "    for i in range(f_length):\n",
    "        R_simu.append(2*per_simu[i]/model[i])\n",
    "        T_SSE_simu += (((per_simu[i]-model[i])/model[i])**2)\n",
    "    TR_list_2.append(max(R_simu))\n",
    "    TSSE_list_2.append(T_SSE_simu)\n",
    "    if TR_list_2[-1]>T_R_obs_2:\n",
    "        n_TR_2 += 1\n",
    "    if TSSE_list_2[-1]>T_SSE_obs_2:\n",
    "        n_TSSE_2 += 1\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TR_2/5000\n",
    "p_TR_2 = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TR_list_2, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_R_obs_2, color=\"r\", linewidth=2)\n",
    "plt.text(0.9, 0.9,'p=%s'%p_TR_2, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_R\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TSSE_2/5000\n",
    "p_TSSE_2 = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TSSE_list_2, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_SSE_obs_2, color=\"r\", linewidth=2)\n",
    "plt.text(0.9,0.9,'p=%s'%p_TSSE_2, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_{SSE}\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对无截断幂律谱尝试emcee\n",
    "\n",
    "# 均匀先验\n",
    "\n",
    "def lnprior_nobreak(theta):\n",
    "    log_A,alpha,poisson = theta\n",
    "    if -10 < log_A < -1 and 1.0 < alpha < 5.0 and 0.0 < poisson < 2.0:\n",
    "        return 0.0\n",
    "    return -np.inf\n",
    "\n",
    "# 后验概率？\n",
    "\n",
    "def lnprob_nobreak(theta):\n",
    "    log_A,alpha,poisson = theta\n",
    "    lp = lnprior_nobreak(theta)\n",
    "    if not np.isfinite(lp):\n",
    "        return -np.inf\n",
    "    return (lp - 0.5* twi_minus_loglikelihood_nobreak(log_A,alpha,poisson))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[##############################]\n",
      "Serial took 1332.0 seconds\n"
     ]
    }
   ],
   "source": [
    "# emcee\n",
    "\n",
    "ndim, nwalkers = 3, 100\n",
    "pos = [[n.values[0],n.values[1],n.values[2]] + 1e-4*np.random.randn(ndim) for i in range(nwalkers)]\n",
    "sampler_nobreak = emcee.EnsembleSampler(nwalkers, ndim, lnprob_nobreak)\n",
    "\n",
    "\n",
    "# 显示进度并记录时间\n",
    "import sys\n",
    "\n",
    "nsteps = 500\n",
    "width = 30\n",
    "start = time.time()\n",
    "for i, result in enumerate(sampler_nobreak.sample(pos, iterations=nsteps)):\n",
    "    z = int((width+1) * float(i) / nsteps)\n",
    "    sys.stdout.write(\"\\r[{0}{1}]\".format('#' * z, ' ' * (width - z)))\n",
    "sys.stdout.write(\"\\n\")\n",
    "end = time.time()\n",
    "multi_time = end - start\n",
    "print(\"Serial took {0:.1f} seconds\".format(multi_time))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, figsize=(10, 7), sharex=True)\n",
    "samples_nobreak = sampler_nobreak.chain\n",
    "labels = [\"log_A\", \"alpha\",\"poisson\"]\n",
    "for i in range(ndim):\n",
    "    ax = axes[i]\n",
    "    ax.plot(np.transpose(samples_nobreak[:,:,i]), \"k\", alpha=0.3)\n",
    "    ax.set_xlim(0, len(samples_nobreak[1]))\n",
    "    ax.set_ylabel(labels[i])\n",
    "    ax.yaxis.set_label_coords(-0.1, 0.5)\n",
    "\n",
    "axes[-1].set_xlabel(\"step number\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{log_A} = -4.8666877_{-0.2731826}^{+0.2611331}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{alpha} = 1.8607705_{-0.0811407}^{+0.0852416}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{poisson} = 1.1949305_{-0.0633071}^{+0.0646925}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "samples_nobreak = sampler_nobreak.chain[:, 100:, :].reshape((-1, ndim))\n",
    "labels = [\"log_A\", \"alpha\",\"poisson\"]\n",
    "\n",
    "from IPython.display import display, Math\n",
    "\n",
    "for i in range(ndim):\n",
    "    mcmc = np.percentile(samples_nobreak[:, i], [16, 50, 84])\n",
    "    q = np.diff(mcmc)\n",
    "    txt = \"\\mathrm{{{3}}} = {0:.7f}_{{-{1:.7f}}}^{{+{2:.7f}}}\"\n",
    "    txt = txt.format(mcmc[1], q[0], q[1], labels[i])\n",
    "    display(Math(txt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 547.2x547.2 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import corner\n",
    "fig = corner.corner(samples_nobreak, labels=[\"$logA$\", \"$alpha$\", \"$poisson$\"],\n",
    "                      truths=[n.values[0], n.values[1], n.values[2]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9.17710423435392\n"
     ]
    }
   ],
   "source": [
    "# LRT statistic\n",
    "T = n.fval-m.fval\n",
    "print(T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy.stats as stats\n",
    "\n",
    "p = stats.chi2.pdf(T,1)\n",
    "p1 = (\"%.3f\" % p)\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.plot(np.linspace(0,25,100),stats.chi2.pdf(np.linspace(0,25,100),df=1))\n",
    "plt.axvline(T,color=\"r\")\n",
    "plt.text(0.2,1.8,'p=%s'%p1,color='red',ha='center',transform=ax.transAxes,fontsize=13)\n",
    "plt.xlabel(\"LRT statistic\",fontsize=13)\n",
    "plt.ylabel(\"density\",fontsize=13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
